{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用线性SVM、 LogisticRegression、RidgeClassifier、knn对鸢尾花数据进行分类效果对比"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [svm.SVC](http://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.linear_model import LogisticRegression,RidgeClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## 设置属性防止中文乱码\n",
    "mpl.rcParams['font.sans-serif'] = [u'SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## 读取数据\n",
    "# 'sepal length', 'sepal width', 'petal length', 'petal width'\n",
    "iris_feature = u'花萼长度', u'花萼宽度', u'花瓣长度', u'花瓣宽度'\n",
    "path = './datas/iris.data'  # 数据文件路径\n",
    "data = pd.read_csv(path, header=None)\n",
    "x, y = data[list(range(4))], data[4]\n",
    "y = pd.Categorical(y).codes\n",
    "x = x[[0, 1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## 数据分割\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=28, train_size=0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape=None, degree=3, gamma='auto', kernel='linear',\n",
       "  max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
       "  tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 数据SVM分类器构建\n",
    "svm = SVC(C=1, kernel='linear')\n",
    "\n",
    "## 模型训练\n",
    "svm.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n",
       "           weights='uniform')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Linear分类器构建\n",
    "lr = LogisticRegression()\n",
    "rc = RidgeClassifier() # ridge 是为了解决特征大于样本数，而导致分类效果较差的情况而提出的\n",
    "knn = KNeighborsClassifier()\n",
    "\n",
    "## 模型训练\n",
    "lr.fit(x_train, y_train)\n",
    "rc.fit(x_train, y_train)\n",
    "knn.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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42Uclxs8eKy++75RTsclfV1dXOkZ2WlpaoT0j582bBz8/P6xYsQIjRoyArq4u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\nXwgh2qD/BwV1ziRikFHlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a242b1b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 效果评估\n",
    "svm_score1 = accuracy_score(y_train, svm.predict(x_train))\n",
    "svm_score2 = accuracy_score(y_test, svm.predict(x_test))\n",
    "\n",
    "lr_score1 = accuracy_score(y_train, lr.predict(x_train))\n",
    "lr_score2 = accuracy_score(y_test, lr.predict(x_test))\n",
    "\n",
    "rc_score1 = accuracy_score(y_train, rc.predict(x_train))\n",
    "rc_score2 = accuracy_score(y_test, rc.predict(x_test))\n",
    "\n",
    "knn_score1 = accuracy_score(y_train, knn.predict(x_train))\n",
    "knn_score2 = accuracy_score(y_test, knn.predict(x_test))\n",
    "\n",
    "## 画图\n",
    "x_tmp = [0,1,2,3]\n",
    "y_score1 = [svm_score1, lr_score1, rc_score1, knn_score1]\n",
    "y_score2 = [svm_score2, lr_score2, rc_score2, knn_score2]\n",
    "\n",
    "plt.figure(facecolor='w')\n",
    "plt.plot(x_tmp, y_score1, 'r-', lw=2, label=u'训练集准确率')\n",
    "plt.plot(x_tmp, y_score2, 'g-', lw=2, label=u'测试集准确率')\n",
    "plt.xlim(0, 3)\n",
    "plt.ylim(np.min((np.min(y_score1), np.min(y_score2)))*0.9, np.max((np.max(y_score1), np.max(y_score2)))*1.1)\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.title(u'鸢尾花数据不同分类器准确率比较', fontsize=16)\n",
    "plt.xticks(x_tmp, [u'SVM', u'Logistic', u'Ridge', u'KNN'], rotation=0)\n",
    "plt.grid(b=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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kSZIkSZIkSZIkB5CXoiRJkiRJkiRJkiTJAdx2FHS/cn6UCy9nt/0rDAqE1rMe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\nqmEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x18a25f83710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 画图比较\n",
    "N = 500\n",
    "x1_min, x2_min = x.min()\n",
    "x1_max, x2_max = x.max()\n",
    "\n",
    "t1 = np.linspace(x1_min, x1_max, N)\n",
    "t2 = np.linspace(x2_min, x2_max, N)\n",
    "x1, x2 = np.meshgrid(t1, t2)  # 生成网格采样点\n",
    "grid_show = np.dstack((x1.flat, x2.flat))[0] # 测试点\n",
    "\n",
    "## 获取各个不同算法的测试值\n",
    "svm_grid_hat = svm.predict(grid_show)\n",
    "svm_grid_hat = svm_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "lr_grid_hat = lr.predict(grid_show)\n",
    "lr_grid_hat = lr_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "rc_grid_hat = rc.predict(grid_show)\n",
    "rc_grid_hat = rc_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "knn_grid_hat = knn.predict(grid_show)\n",
    "knn_grid_hat = knn_grid_hat.reshape(x1.shape)  # 使之与输入的形状相同\n",
    "\n",
    "## 画图\n",
    "cm_light = mpl.colors.ListedColormap(['#A0FFA0', '#FFA0A0', '#A0A0FF'])\n",
    "cm_dark = mpl.colors.ListedColormap(['g', 'r', 'b'])\n",
    "plt.figure(facecolor='w', figsize=(14,7))\n",
    "\n",
    "### svm\n",
    "plt.subplot(221)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, svm_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花SVM特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.subplot(222)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, lr_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花Logistic特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.subplot(223)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, rc_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花Ridge特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.subplot(224)\n",
    "## 区域图\n",
    "plt.pcolormesh(x1, x2, knn_grid_hat, cmap=cm_light)\n",
    "## 所以样本点\n",
    "plt.scatter(x[0], x[1], c=y, edgecolors='k', s=50, cmap=cm_dark)      # 样本\n",
    "## 测试数据集\n",
    "plt.scatter(x_test[0], x_test[1], s=120, facecolors='none', zorder=10)     # 圈中测试集样本\n",
    "## lable列表\n",
    "plt.xlabel(iris_feature[0], fontsize=13)\n",
    "plt.ylabel(iris_feature[1], fontsize=13)\n",
    "plt.xlim(x1_min, x1_max)\n",
    "plt.ylim(x2_min, x2_max)\n",
    "plt.title(u'鸢尾花KNN特征分类', fontsize=16)\n",
    "plt.grid(b=True, ls=':')\n",
    "plt.tight_layout(pad=1.5)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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